| Number of Variables | 14 |
|---|---|
| Number of Rows | 10000 |
| Missing Cells | 0 |
| Missing Cells (%) | 0.0% |
| Duplicate Rows | 0 |
| Duplicate Rows (%) | 0.0% |
| Total Size in Memory | 2.1 MB |
| Average Row Size in Memory | 217.0 B |
| Variable Types |
|
| UDI is uniformly distributed | Uniform |
|---|---|
| Product ID has a high cardinality: 10000 distinct values | High Cardinality |
| Product ID has constant length 6 | Constant Length |
| Type has constant length 1 | Constant Length |
| Machine failure has constant length 1 | Constant Length |
| TWF has constant length 1 | Constant Length |
| HDF has constant length 1 | Constant Length |
| PWF has constant length 1 | Constant Length |
| OSF has constant length 1 | Constant Length |
| RNF has constant length 1 | Constant Length |
| Product ID has all distinct values | Unique |
|---|
numerical
| Approximate Distinct Count | 10000 |
|---|---|
| Approximate Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 160000 |
| Mean | 5000.5 |
| Minimum | 1 |
| Maximum | 10000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1 |
|---|---|
| 5-th Percentile | 500.95 |
| Q1 | 2500.75 |
| Median | 5000.5 |
| Q3 | 7500.25 |
| 95-th Percentile | 9500.05 |
| Maximum | 10000 |
| Range | 9999 |
| IQR | 4999.5 |
| Mean | 5000.5 |
|---|---|
| Standard Deviation | 2886.8957 |
| Variance | 8.3342e+06 |
| Sum | 5.0005e+07 |
| Skewness | 0 |
| Kurtosis | -1.2 |
| Coefficient of Variation | 0.5773 |
categorical
| Approximate Distinct Count | 10000 |
|---|---|
| Approximate Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 710000 |
| Mean | 6 |
|---|---|
| Standard Deviation | 0 |
| Median | 6 |
| Minimum | 6 |
| Maximum | 6 |
| 1st row | M14860 |
|---|---|
| 2nd row | L47181 |
| 3rd row | L47182 |
| 4th row | L47183 |
| 5th row | L47184 |
| Count | 10000 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 10000 |
| Dash Punctuation | 0 |
| Decimal Number | 50000 |
categorical
| Approximate Distinct Count | 3 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 660000 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | M |
|---|---|
| 2nd row | L |
| 3rd row | L |
| 4th row | L |
| 5th row | L |
| Count | 10000 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 10000 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
numerical
| Approximate Distinct Count | 93 |
|---|---|
| Approximate Unique (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 160000 |
| Mean | 26.8549 |
| Minimum | 22.15 |
| Maximum | 31.35 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 22.15 |
|---|---|
| 5-th Percentile | 23.95 |
| Q1 | 25.15 |
| Median | 26.95 |
| Q3 | 28.35 |
| 95-th Percentile | 30.35 |
| Maximum | 31.35 |
| Range | 9.2 |
| IQR | 3.2 |
| Mean | 26.8549 |
|---|---|
| Standard Deviation | 2.0003 |
| Variance | 4.001 |
| Sum | 268549.3 |
| Skewness | 0.1143 |
| Kurtosis | -0.8361 |
| Coefficient of Variation | 0.07448 |
numerical
| Approximate Distinct Count | 82 |
|---|---|
| Approximate Unique (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 160000 |
| Mean | 36.8556 |
| Minimum | 32.55 |
| Maximum | 40.65 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 32.55 |
|---|---|
| 5-th Percentile | 34.55 |
| Q1 | 35.65 |
| Median | 36.95 |
| Q3 | 37.95 |
| 95-th Percentile | 39.35 |
| Maximum | 40.65 |
| Range | 8.1 |
| IQR | 2.3 |
| Mean | 36.8556 |
|---|---|
| Standard Deviation | 1.4837 |
| Variance | 2.2015 |
| Sum | 368555.6 |
| Skewness | 0.01503 |
| Kurtosis | -0.5001 |
| Coefficient of Variation | 0.04026 |
numerical
| Approximate Distinct Count | 941 |
|---|---|
| Approximate Unique (%) | 9.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 160000 |
| Mean | 1538.7761 |
| Minimum | 1168 |
| Maximum | 2886 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1168 |
|---|---|
| 5-th Percentile | 1332 |
| Q1 | 1423 |
| Median | 1503 |
| Q3 | 1612 |
| 95-th Percentile | 1868.05 |
| Maximum | 2886 |
| Range | 1718 |
| IQR | 189 |
| Mean | 1538.7761 |
|---|---|
| Standard Deviation | 179.2841 |
| Variance | 32142.787 |
| Sum | 1.5388e+07 |
| Skewness | 1.9929 |
| Kurtosis | 7.3886 |
| Coefficient of Variation | 0.1165 |
numerical
| Approximate Distinct Count | 577 |
|---|---|
| Approximate Unique (%) | 5.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 160000 |
| Mean | 39.9869 |
| Minimum | 3.8 |
| Maximum | 76.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 3.8 |
|---|---|
| 5-th Percentile | 23.5 |
| Q1 | 33.2 |
| Median | 40.1 |
| Q3 | 46.8 |
| 95-th Percentile | 56.1 |
| Maximum | 76.6 |
| Range | 72.8 |
| IQR | 13.6 |
| Mean | 39.9869 |
|---|---|
| Standard Deviation | 9.9689 |
| Variance | 99.3796 |
| Sum | 399869.1 |
| Skewness | -0.009515 |
| Kurtosis | -0.01383 |
| Coefficient of Variation | 0.2493 |
numerical
| Approximate Distinct Count | 246 |
|---|---|
| Approximate Unique (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 160000 |
| Mean | 107.951 |
| Minimum | 0 |
| Maximum | 253 |
| Zeros | 120 |
| Zeros (%) | 1.2% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 9.95 |
| Q1 | 53 |
| Median | 108 |
| Q3 | 162 |
| 95-th Percentile | 206.05 |
| Maximum | 253 |
| Range | 253 |
| IQR | 109 |
| Mean | 107.951 |
|---|---|
| Standard Deviation | 63.6541 |
| Variance | 4051.8504 |
| Sum | 1.0795e+06 |
| Skewness | 0.02729 |
| Kurtosis | -1.1668 |
| Coefficient of Variation | 0.5897 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 660000 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 10000 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 660000 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 10000 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 660000 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 10000 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 660000 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 10000 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 660000 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 10000 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 660000 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 10000 |